Use of PVC Conduits by Rats of Various Strains and Ages Housed Singly and in Pairs
Bibliographic record
Abstract
This study observed the frequency with which laboratory rats (Rattus norvegicus) entered polyvinylchloride (PVC) conduits placed in their cages to provide environmental enrichment. The study found that use of PVC conduits by Norway rats varied with subjects' strain, age, sex, and housing condition. Adult male Long-Evans rats rarely entered PVC conduits unless housed in pairs, in which case the lighter (presumably subordinate) pair member frequently used the conduit, possibly to avoid contact with his dominant partner. Adult male Sprague-Dawley rats entered PVC conduits only during the illuminated portion of the day-night cycle and only if housed on shelves exposed to direct overhead illumination. Both juvenile rats and female rats made extensive use of PVC conduits throughout the day-night cycle. This article discusses implications of these findings for determining how best to enrich environments in which laboratory rodents are maintained.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".